Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "73" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 88 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 84 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.768440 | -0.697060 | -0.680320 | -0.724376 | 0.632357 | -1.162736 | -1.304257 | -1.192765 | 0.8062 | 0.8063 | 0.2429 | 13.832516 | 12.018594 |
| 2459593 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 275.030581 | 275.456106 | inf | inf | 58.749701 | 67.090047 | 315.135475 | 343.323840 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.344716 | -0.849319 | -0.132627 | -0.633335 | 0.124156 | 0.133904 | -1.914444 | -0.020041 | 0.0294 | 0.0281 | 0.0015 | nan | nan |
| 2459591 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.697990 | -0.116986 | -0.662204 | -0.334233 | 1.482136 | -0.602992 | -0.247443 | -0.415745 | 0.6901 | 0.6922 | 0.3652 | 5.524605 | 4.630566 |
| 2459590 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.053317 | -0.208078 | -0.324567 | -0.353812 | -0.015426 | -0.595294 | 0.363710 | -0.343908 | 0.6909 | 0.6911 | 0.3596 | 6.952405 | 6.409660 |
| 2459589 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 339.331128 | 340.211577 | inf | inf | 47.887248 | 51.257527 | 349.425277 | 359.290617 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459588 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.667482 | 0.024183 | -0.375005 | -0.701918 | -0.028572 | -0.913445 | -0.798258 | -0.767802 | 0.7922 | 0.7710 | 0.2200 | 9.599153 | 7.735665 |
| 2459587 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 1.097499 | -0.045947 | -0.080143 | -0.362852 | 0.660873 | 0.108927 | -0.011223 | -0.866090 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.423461 | 0.009232 | 0.116710 | -0.077234 | 0.357977 | 0.910423 | 0.740151 | -0.584896 | 0.6927 | 0.6947 | 0.3497 | 4.955020 | 4.430537 |
| 2459585 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.399820 | 2.484782 | 0.808276 | 1.721219 | 0.381996 | 2.025282 | -0.523630 | 0.688574 | 0.0301 | 0.0291 | 0.0011 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.062059 | 2.793271 | 1.963720 | 1.311417 | 3.165509 | 2.618437 | 16.964506 | 16.529519 | 0.6391 | 0.6427 | 0.3572 | 4.866737 | 4.847652 |
| 2459583 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.646602 | 0.221604 | 1.492361 | 1.053140 | 0.714753 | 0.754425 | 0.008721 | -0.526634 | 0.6940 | 0.6951 | 0.3760 | 0.000000 | 0.000000 |
| 2459582 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.353929 | 0.305765 | 1.007871 | 1.054667 | 1.359788 | 0.247247 | 0.005794 | -0.506082 | 0.6894 | 0.6906 | 0.3777 | 4.190725 | 4.138826 |
| 2459581 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.344919 | 0.513894 | 1.466915 | 0.552484 | 0.912192 | 0.243378 | 0.490336 | -0.440197 | 0.6933 | 0.6949 | 0.3774 | 4.752518 | 4.310440 |
| 2459580 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.669871 | 0.321529 | 0.988630 | 0.686922 | 0.452596 | 0.407263 | 1.066942 | -0.313189 | 0.6974 | 0.6983 | 0.3712 | 4.008541 | 3.603262 |
| 2459579 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.015750 | 0.672269 | 1.432036 | 1.440633 | 1.128888 | 0.374197 | 1.033358 | -0.200009 | 0.6946 | 0.6970 | 0.3736 | 4.997347 | 4.391588 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -1.043634 | -0.590928 | -0.697117 | -0.777346 | 0.420550 | -0.194912 | 0.498058 | -0.437002 | 0.0283 | 0.0347 | 0.0011 | nan | nan |
| 2459577 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.009485 | 0.546040 | 1.135228 | 0.619055 | 1.391715 | 0.949587 | 0.522034 | -0.468691 | 0.6971 | 0.6983 | 0.3740 | 5.486957 | 4.667226 |
| 2459576 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.768970 | 0.613772 | 0.898443 | 0.723929 | 0.786173 | 0.623510 | 1.539161 | -0.238254 | 0.7120 | 0.7165 | 0.3736 | 5.474296 | 4.988176 |
| 2459575 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.009411 | 0.288596 | 0.828145 | 0.730134 | 1.058226 | 0.774478 | 1.024113 | 0.608850 | 0.7720 | 0.7733 | 0.3125 | 5.488899 | 5.251470 |
| 2459574 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.107738 | 0.310831 | 0.673151 | 0.675830 | 1.456838 | 0.566674 | -0.572600 | -0.505078 | 0.7170 | 0.7210 | 0.3618 | 4.277778 | 4.086590 |
| 2459573 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.866887 | 1.015512 | 1.563434 | 1.430648 | 1.485982 | 0.193226 | 0.973741 | -0.046421 | 0.7049 | 0.7116 | 0.3718 | 5.144810 | 4.566002 |
| 2459572 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.491223 | 0.608411 | 0.607998 | 0.560992 | 0.619620 | 0.623007 | 1.186949 | 0.071995 | 0.7012 | 0.7075 | 0.3816 | 4.113804 | 3.821059 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.784928 | -0.505531 | -0.953841 | -0.870408 | 0.079673 | 0.415384 | 0.360023 | -0.591359 | 0.0272 | 0.0279 | 0.0017 | nan | nan |
| 2459570 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.980618 | -0.977594 | -0.645082 | -0.850352 | -0.696026 | -0.724823 | -0.917474 | -0.744995 | 0.6852 | 0.6934 | 0.3608 | 5.451487 | 4.671444 |
| 2459569 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.189352 | 0.462776 | 0.986904 | 0.690737 | 0.527743 | 0.455176 | 0.678356 | 0.377710 | 0.7843 | 0.7838 | 0.2285 | 5.946777 | 5.448901 |
| 2459566 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.428834 | 0.546326 | 1.480483 | 0.983386 | 0.874982 | 0.132409 | -0.214774 | -0.729168 | 0.6929 | 0.6975 | 0.4002 | 3.043760 | 2.641468 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 0.347647 | 0.347647 | 0.332430 | 0.332430 | -0.674491 | -0.674491 | -0.797241 | -0.797241 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.212412 | 0.245715 | -0.267005 | -0.548581 | 2.748004 | 2.093697 | 2.158949 | -0.126872 | 0.7253 | 0.7195 | 0.3819 | 3.783118 | 3.261300 |
| 2459563 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.266394 | 0.552296 | -0.485803 | -0.726737 | -0.107233 | -0.424961 | 1.849213 | -0.313482 | 0.7081 | 0.7084 | 0.3852 | 8.997798 | 8.309537 |
| 2459562 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.651259 | 0.373279 | 0.991505 | 0.786701 | 0.840667 | 0.661498 | 1.687585 | 0.214559 | 0.7169 | 0.7186 | 0.3728 | 3.526420 | 3.215012 |
| 2459561 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.426395 | 0.416915 | 0.883881 | 0.843176 | 0.511625 | 0.817497 | 1.482976 | 0.066271 | 0.7174 | 0.7220 | 0.3704 | 7.424963 | 6.424407 |
| 2459560 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.654905 | 0.283145 | 0.956528 | 0.800522 | 1.155322 | 0.879701 | 1.559359 | 0.085638 | 0.7063 | 0.7085 | 0.3873 | 4.382964 | 3.969272 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.552812 | 0.492833 | 0.826113 | 0.621803 | 1.311068 | 0.976330 | 0.874195 | 0.052938 | 0.7197 | 0.7178 | 0.3716 | 4.038272 | 3.537798 |
| 2459558 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.703438 | 0.987198 | 1.436470 | 1.680987 | 0.546780 | 0.361733 | 2.514001 | -0.225260 | 0.7215 | 0.7168 | 0.3786 | 5.249819 | 4.169832 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0271 | 0.0284 | 0.0008 | nan | nan |
| 2459556 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.207591 | 0.908443 | 1.554820 | 1.490093 | 1.530889 | 0.785399 | 1.851552 | -0.241663 | 0.7195 | 0.7170 | 0.3749 | 5.599581 | 4.194062 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7168 | 0.7130 | 0.3917 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7222 | 0.7181 | 0.3848 | nan | nan |
| 2459552 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.371878 | 0.515423 | 2.007765 | 1.279168 | 1.357282 | 2.056496 | 0.911064 | -0.155197 | 0.7283 | 0.7222 | 0.3842 | 0.000000 | 0.000000 |
| 2459551 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.998725 | 0.275484 | 0.884872 | 0.702179 | 1.596584 | 0.726004 | 4.134921 | 0.354893 | 0.7172 | 0.7138 | 0.3836 | 4.777911 | 3.891811 |
| 2459550 | RF_maintenance | - | 97.53% | 97.53% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0392 | 0.0428 | 0.0008 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.275547 | 0.541955 | 1.346842 | 1.053106 | 1.593780 | -0.062564 | 4.583184 | 0.266453 | 0.7203 | 0.7184 | 0.3871 | 3.700834 | 3.246763 |
| 2459542 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.594846 | 1.019648 | 0.706736 | -0.650869 | 0.856271 | 1.312552 | 0.352992 | 0.316097 | 0.7767 | 0.7681 | 0.3340 | 7.725390 | 6.448641 |
| 2459541 | RF_maintenance | 0.00% | 1.34% | 1.34% | 0.00% | 100.00% | 0.00% | 0.519948 | 0.568790 | 0.951366 | 1.117068 | 0.442664 | 1.753692 | 0.397043 | 1.235829 | 0.7687 | 0.7562 | 0.3125 | 5.443893 | 4.495770 |
| 2459540 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.618195 | 0.591904 | 0.846310 | 0.798440 | 0.845527 | -0.248898 | 1.101549 | 1.131654 | 0.7723 | 0.7605 | 0.3264 | 4.352597 | 3.710388 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.994261 | 2.126202 | 2.948674 | 1.707901 | 2.043751 | 0.957481 | 7.388213 | 3.341612 | 0.7535 | 0.7428 | 0.3988 | 6.199372 | 4.716975 |
| 2459535 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.074818 | 0.343803 | 1.046783 | 0.757652 | 0.355920 | -0.317680 | 2.422027 | 1.830055 | 0.7945 | 0.7630 | 0.3451 | 3.978283 | 3.044647 |
| 2459534 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.811161 | 0.363518 | 1.153393 | 0.832159 | 0.125097 | -0.000433 | 1.684153 | 2.724567 | 0.7821 | 0.7555 | 0.3446 | 10.139584 | 8.074868 |
| 2459533 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.526392 | 1.111590 | 2.022574 | 1.357126 | 1.250700 | 0.236853 | 1.293017 | -0.301775 | 0.7380 | 0.7186 | 0.3884 | 4.451846 | 3.413404 |
| 2459532 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.252161 | 0.974094 | 3.101367 | 2.366471 | 0.684142 | -0.608560 | 1.437632 | 0.135773 | 0.7360 | 0.7131 | 0.3925 | 4.400477 | 3.353942 |
| 2459530 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.975982 | 0.380451 | 1.265996 | 0.830190 | 1.595438 | 0.875097 | 2.789269 | 1.625335 | 0.7561 | 0.7313 | 0.3887 | 4.270537 | 3.395030 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.535550 | 2.583298 | 4.202026 | 3.735525 | 5.020759 | 4.331644 | 3.447004 | 1.984495 | 0.0437 | 0.0361 | 0.0020 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 12.312004 | 13.841980 | 1.985572 | 2.747434 | 1240.894910 | 1238.183707 | 344.998789 | 343.509268 | nan | nan | nan | 1.183812 | 1.192586 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.935453 | -0.977184 | -0.014757 | -0.509688 | 1.442691 | 2.843327 | 0.763403 | 0.940934 | 0.0298 | 0.0297 | 0.0020 | nan | nan |
| 2459508 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.075539 | 2.122800 | 2.902432 | 1.096891 | 2.718618 | 0.388033 | 2.133424 | 0.259302 | 0.9214 | 0.9516 | 0.1562 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.705843 | 1.382969 | 2.902964 | 0.959027 | 3.613353 | 1.134507 | 5.660272 | 1.712342 | 0.8946 | 0.8698 | 0.1706 | 16.123097 | 11.566169 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.758170 | 2.238890 | 1.858257 | 0.600143 | 2.106394 | 0.327398 | 6.170203 | 6.095175 | 0.8803 | 0.8690 | 0.4299 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.794867 | 1.986778 | 1.061708 | 0.265775 | -0.058355 | -0.727660 | 2.699241 | 3.476278 | 0.0567 | 0.0478 | 0.0041 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.874679 | 2.622903 | 1.206507 | 0.560293 | 1.884503 | 0.667123 | 2.137840 | 2.689352 | 0.0515 | 0.0465 | 0.0029 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.843320 | 3.207617 | 3.152531 | 1.590300 | 3.583484 | 1.554719 | 3.539973 | 1.302807 | 0.0515 | 0.0471 | 0.0024 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.776197 | 2.371215 | 1.450786 | 1.068657 | 1.963449 | 0.667422 | 2.264900 | 0.199306 | 0.0507 | 0.0435 | 0.0024 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.751330 | 2.307023 | 0.945556 | 0.378687 | 1.318946 | -0.545449 | 0.992477 | 0.142324 | 0.0505 | 0.0418 | 0.0025 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.337553 | 2.397819 | 1.543120 | 0.551458 | 1.715500 | -0.184752 | 2.252466 | 1.175654 | 0.0496 | 0.0449 | 0.0037 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.956261 | 1.749756 | 1.537733 | -0.493130 | 1.936407 | 2.194137 | 4.100565 | 9.231044 | 0.0556 | 0.0405 | 0.0025 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.685757 | 11.056563 | 3.349485 | 11.154388 | 3.699167 | 9.967453 | 1.572477 | 3.668388 | 0.8835 | 0.8854 | 0.4646 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.823178 | 1.841466 | -0.186499 | -1.039377 | 1.294894 | 0.891246 | 1.149398 | -0.263093 | 0.7635 | 0.7956 | 0.3508 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.541271 | 1.810095 | -0.239276 | -0.871348 | 3.722857 | 0.122277 | 0.405470 | -0.696823 | 0.7993 | 0.8083 | 0.2850 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.762323 | 2.254010 | -0.582233 | -1.736023 | 1.712058 | -0.095561 | 0.486018 | -0.161934 | 0.7510 | 0.7902 | 0.3895 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.328236 | 2.098774 | 1.285960 | -0.073103 | 2.953270 | -0.156073 | 5.745060 | 1.940951 | 0.7665 | 0.7977 | 0.3366 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.288436 | 1.855163 | 0.308667 | -0.448371 | 0.988933 | 0.987818 | 0.192740 | 0.402486 | 0.7700 | 0.7998 | 0.3646 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Variability | 1.067313 | 0.490132 | 0.580980 | -0.705438 | -0.440980 | 1.067313 | 0.219771 | -0.592626 | -0.827469 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Shape | 0.288138 | 0.288138 | -0.229220 | -0.783488 | -0.681187 | 0.113518 | -0.349244 | -0.551987 | -0.720497 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Shape | 0.768323 | 0.768323 | -0.132293 | -0.773041 | -0.411275 | -0.175070 | -0.887808 | -0.373342 | -0.938544 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Variability | 1.302898 | -0.344710 | 0.588439 | -0.477053 | -0.566570 | -0.484812 | 1.302898 | -0.871068 | -0.230188 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 0.952892 | 0.066109 | 0.607230 | -0.341716 | -0.253098 | -0.879658 | 0.305737 | -0.297139 | 0.952892 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 0.755819 | -0.295036 | 0.250394 | -0.055077 | -0.690428 | 0.018638 | -0.861370 | 0.518285 | 0.755819 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Shape | 0.654332 | 0.654332 | -0.617014 | -0.414052 | -0.986947 | -0.789541 | 0.030858 | -1.386098 | -0.011647 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Shape | 1.165199 | 1.165199 | -0.218192 | -0.758452 | -0.516119 | 0.707241 | -0.122001 | 0.856599 | -0.106937 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Shape | 0.671008 | 0.009722 | 0.671008 | -0.757310 | -0.626854 | -0.639654 | -1.104548 | -0.527044 | -0.684835 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Shape | 0.446312 | -0.086231 | 0.446312 | -0.682386 | -0.802973 | -0.881005 | 0.096592 | -0.883180 | -0.782165 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Shape | 0.591117 | 0.591117 | -0.203847 | -0.891650 | -0.915706 | 0.441297 | -0.570656 | -0.579536 | -0.994526 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Shape | 0.399797 | -0.219093 | 0.399797 | -0.915938 | -0.946959 | -0.425375 | 0.326287 | -0.903830 | -0.857918 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Shape | 0.438986 | -0.327305 | 0.438986 | -0.747171 | -0.699221 | -0.948264 | 0.004121 | -0.696150 | -0.860781 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Shape | 0.300801 | -0.400346 | 0.300801 | -0.938206 | -0.843268 | -0.511981 | -0.376968 | -0.966959 | -0.889865 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Shape | 0.768440 | 0.768440 | -0.697060 | -0.680320 | -0.724376 | 0.632357 | -1.162736 | -1.304257 | -1.192765 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Power | inf | 275.030581 | 275.456106 | inf | inf | 58.749701 | 67.090047 | 315.135475 | 343.323840 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Shape | 0.344716 | -0.849319 | 0.344716 | -0.633335 | -0.132627 | 0.133904 | 0.124156 | -0.020041 | -1.914444 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Variability | 1.482136 | -0.116986 | 0.697990 | -0.334233 | -0.662204 | -0.602992 | 1.482136 | -0.415745 | -0.247443 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Shape | 1.053317 | 1.053317 | -0.208078 | -0.324567 | -0.353812 | -0.015426 | -0.595294 | 0.363710 | -0.343908 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Power | inf | 340.211577 | 339.331128 | inf | inf | 51.257527 | 47.887248 | 359.290617 | 349.425277 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Shape | 0.667482 | 0.667482 | 0.024183 | -0.375005 | -0.701918 | -0.028572 | -0.913445 | -0.798258 | -0.767802 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Shape | 1.097499 | -0.045947 | 1.097499 | -0.362852 | -0.080143 | 0.108927 | 0.660873 | -0.866090 | -0.011223 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Temporal Variability | 0.910423 | 0.423461 | 0.009232 | 0.116710 | -0.077234 | 0.357977 | 0.910423 | 0.740151 | -0.584896 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Shape | 2.484782 | 0.399820 | 2.484782 | 0.808276 | 1.721219 | 0.381996 | 2.025282 | -0.523630 | 0.688574 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 16.964506 | 2.062059 | 2.793271 | 1.963720 | 1.311417 | 3.165509 | 2.618437 | 16.964506 | 16.529519 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Power | 1.492361 | 0.646602 | 0.221604 | 1.492361 | 1.053140 | 0.714753 | 0.754425 | 0.008721 | -0.526634 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Variability | 1.359788 | 0.305765 | 0.353929 | 1.054667 | 1.007871 | 0.247247 | 1.359788 | -0.506082 | 0.005794 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Power | 1.466915 | 1.344919 | 0.513894 | 1.466915 | 0.552484 | 0.912192 | 0.243378 | 0.490336 | -0.440197 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 1.066942 | 0.321529 | 0.669871 | 0.686922 | 0.988630 | 0.407263 | 0.452596 | -0.313189 | 1.066942 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Power | 1.440633 | 1.015750 | 0.672269 | 1.432036 | 1.440633 | 1.128888 | 0.374197 | 1.033358 | -0.200009 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 0.498058 | -1.043634 | -0.590928 | -0.697117 | -0.777346 | 0.420550 | -0.194912 | 0.498058 | -0.437002 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Variability | 1.391715 | 0.546040 | 1.009485 | 0.619055 | 1.135228 | 0.949587 | 1.391715 | -0.468691 | 0.522034 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 1.539161 | 0.613772 | 0.768970 | 0.723929 | 0.898443 | 0.623510 | 0.786173 | -0.238254 | 1.539161 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Variability | 1.058226 | 0.288596 | 0.009411 | 0.730134 | 0.828145 | 0.774478 | 1.058226 | 0.608850 | 1.024113 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Variability | 1.456838 | 0.107738 | 0.310831 | 0.673151 | 0.675830 | 1.456838 | 0.566674 | -0.572600 | -0.505078 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Power | 1.563434 | 1.015512 | 0.866887 | 1.430648 | 1.563434 | 0.193226 | 1.485982 | -0.046421 | 0.973741 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 1.186949 | 0.608411 | 0.491223 | 0.560992 | 0.607998 | 0.623007 | 0.619620 | 0.071995 | 1.186949 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Temporal Variability | 0.415384 | -0.505531 | -0.784928 | -0.870408 | -0.953841 | 0.415384 | 0.079673 | -0.591359 | 0.360023 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Power | -0.645082 | -0.980618 | -0.977594 | -0.645082 | -0.850352 | -0.696026 | -0.724823 | -0.917474 | -0.744995 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Power | 0.986904 | 0.462776 | -0.189352 | 0.690737 | 0.986904 | 0.455176 | 0.527743 | 0.377710 | 0.678356 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Power | 1.480483 | 0.546326 | 0.428834 | 0.983386 | 1.480483 | 0.132409 | 0.874982 | -0.729168 | -0.214774 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Shape | 0.347647 | 0.347647 | 0.347647 | 0.332430 | 0.332430 | -0.674491 | -0.674491 | -0.797241 | -0.797241 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Variability | 2.748004 | 0.212412 | 0.245715 | -0.267005 | -0.548581 | 2.748004 | 2.093697 | 2.158949 | -0.126872 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 1.849213 | -0.266394 | 0.552296 | -0.485803 | -0.726737 | -0.107233 | -0.424961 | 1.849213 | -0.313482 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 1.687585 | 0.651259 | 0.373279 | 0.991505 | 0.786701 | 0.840667 | 0.661498 | 1.687585 | 0.214559 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 1.482976 | 0.426395 | 0.416915 | 0.883881 | 0.843176 | 0.511625 | 0.817497 | 1.482976 | 0.066271 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 1.559359 | 0.654905 | 0.283145 | 0.956528 | 0.800522 | 1.155322 | 0.879701 | 1.559359 | 0.085638 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Variability | 1.311068 | 0.552812 | 0.492833 | 0.826113 | 0.621803 | 1.311068 | 0.976330 | 0.874195 | 0.052938 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 2.514001 | 0.987198 | 0.703438 | 1.680987 | 1.436470 | 0.361733 | 0.546780 | -0.225260 | 2.514001 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 1.851552 | 0.908443 | 1.207591 | 1.490093 | 1.554820 | 0.785399 | 1.530889 | -0.241663 | 1.851552 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Temporal Variability | 2.056496 | 0.515423 | 0.371878 | 1.279168 | 2.007765 | 2.056496 | 1.357282 | -0.155197 | 0.911064 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 4.134921 | 0.275484 | 0.998725 | 0.702179 | 0.884872 | 0.726004 | 1.596584 | 0.354893 | 4.134921 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 4.583184 | 1.275547 | 0.541955 | 1.346842 | 1.053106 | 1.593780 | -0.062564 | 4.583184 | 0.266453 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Temporal Variability | 1.312552 | 1.019648 | 0.594846 | -0.650869 | 0.706736 | 1.312552 | 0.856271 | 0.316097 | 0.352992 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Temporal Variability | 1.753692 | 0.568790 | 0.519948 | 1.117068 | 0.951366 | 1.753692 | 0.442664 | 1.235829 | 0.397043 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Temporal Discontinuties | 1.131654 | 0.591904 | 0.618195 | 0.798440 | 0.846310 | -0.248898 | 0.845527 | 1.131654 | 1.101549 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 7.388213 | 2.126202 | 1.994261 | 1.707901 | 2.948674 | 0.957481 | 2.043751 | 3.341612 | 7.388213 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 2.422027 | 1.074818 | 0.343803 | 1.046783 | 0.757652 | 0.355920 | -0.317680 | 2.422027 | 1.830055 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Temporal Discontinuties | 2.724567 | 0.363518 | 0.811161 | 0.832159 | 1.153393 | -0.000433 | 0.125097 | 2.724567 | 1.684153 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Power | 2.022574 | 1.526392 | 1.111590 | 2.022574 | 1.357126 | 1.250700 | 0.236853 | 1.293017 | -0.301775 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Power | 3.101367 | 1.252161 | 0.974094 | 3.101367 | 2.366471 | 0.684142 | -0.608560 | 1.437632 | 0.135773 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 2.789269 | 0.380451 | 0.975982 | 0.830190 | 1.265996 | 0.875097 | 1.595438 | 1.625335 | 2.789269 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Variability | 5.020759 | 1.535550 | 2.583298 | 4.202026 | 3.735525 | 5.020759 | 4.331644 | 3.447004 | 1.984495 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Variability | 1240.894910 | 12.312004 | 13.841980 | 1.985572 | 2.747434 | 1240.894910 | 1238.183707 | 344.998789 | 343.509268 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Temporal Variability | 2.843327 | -0.977184 | -0.935453 | -0.509688 | -0.014757 | 2.843327 | 1.442691 | 0.940934 | 0.763403 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Power | 2.902432 | 2.122800 | 1.075539 | 1.096891 | 2.902432 | 0.388033 | 2.718618 | 0.259302 | 2.133424 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 6.617293 | 2.162531 | 2.610373 | 4.603319 | 1.653712 | 4.410365 | 0.832770 | 6.617293 | 1.728688 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 5.660272 | 1.382969 | 1.705843 | 0.959027 | 2.902964 | 1.134507 | 3.613353 | 1.712342 | 5.660272 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 6.170203 | 1.758170 | 2.238890 | 1.858257 | 0.600143 | 2.106394 | 0.327398 | 6.170203 | 6.095175 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Temporal Discontinuties | 3.476278 | 1.794867 | 1.986778 | 1.061708 | 0.265775 | -0.058355 | -0.727660 | 2.699241 | 3.476278 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Temporal Discontinuties | 2.689352 | 1.874679 | 2.622903 | 1.206507 | 0.560293 | 1.884503 | 0.667123 | 2.137840 | 2.689352 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Variability | 3.583484 | 3.207617 | 2.843320 | 1.590300 | 3.152531 | 1.554719 | 3.583484 | 1.302807 | 3.539973 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Shape | 2.371215 | 1.776197 | 2.371215 | 1.450786 | 1.068657 | 1.963449 | 0.667422 | 2.264900 | 0.199306 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Shape | 2.307023 | 2.307023 | 1.751330 | 0.378687 | 0.945556 | -0.545449 | 1.318946 | 0.142324 | 0.992477 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Shape | 2.397819 | 2.337553 | 2.397819 | 1.543120 | 0.551458 | 1.715500 | -0.184752 | 2.252466 | 1.175654 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Temporal Discontinuties | 9.231044 | 1.956261 | 1.749756 | 1.537733 | -0.493130 | 1.936407 | 2.194137 | 4.100565 | 9.231044 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Power | 11.154388 | 11.056563 | 3.685757 | 11.154388 | 3.349485 | 9.967453 | 3.699167 | 3.668388 | 1.572477 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Shape | 1.841466 | 1.841466 | 0.823178 | -1.039377 | -0.186499 | 0.891246 | 1.294894 | -0.263093 | 1.149398 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Variability | 3.722857 | 1.541271 | 1.810095 | -0.239276 | -0.871348 | 3.722857 | 0.122277 | 0.405470 | -0.696823 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Shape | 2.254010 | 2.254010 | 0.762323 | -1.736023 | -0.582233 | -0.095561 | 1.712058 | -0.161934 | 0.486018 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | ee Temporal Discontinuties | 5.745060 | 2.328236 | 2.098774 | 1.285960 | -0.073103 | 2.953270 | -0.156073 | 5.745060 | 1.940951 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | 5 | RF_maintenance | nn Shape | 1.855163 | 1.288436 | 1.855163 | 0.308667 | -0.448371 | 0.988933 | 0.987818 | 0.192740 | 0.402486 |